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I want to build an internal Copilot-style agent that can take a plain-language request, generate the right prompt on the fly, and then execute the requested action inside our development workflow. Scope The agent will live in the software-development domain only. Its core responsibilities are: • Code generation from high-level specs • Pin-pointed bug-fixing suggestions after reading a failing test or stack trace • In-line code review and optimisation feedback before pull-requests are merged Language & tooling The model must reason confidently in Python, JavaScript and Java, because those are the three stacks our teams use daily. You are free to orchestrate it with LangChain, OpenAI, Llama-index, or similar frameworks—whatever lets the prompts stay dynamic and the responses actionable. Desired flow 1. User enters a natural-language request in our IDE or chat UI. 2. Agent classifies the intent (generate, fix, or review). 3. It builds a structured prompt that injects file context, coding standards, and test output. 4. The large-language model produces a response. 5. Agent optionally writes changes to a feature branch or returns a diff for human approval. Acceptance criteria • Prompt templates adapt automatically to language (Python/JS/Java) and task type. • Responses compile and/or test successfully in at least 90 % of trials across a sample set we provide. • Logs clearly show every prompt the agent created plus a confidence score. • Setup script and README let my team reproduce the environment locally. If this sounds like the kind of engineering challenge you enjoy, tell me briefly how you would architect the prompt-generation module and which model or API you would start with. I’m building an application where: > >* The system generates a *set of intelligent recommendations* > * Based on these recommendations, *dynamic prompts are created* > * When a user selects a prompt, the system executes a *specific action, similar to how **GitHub Copilot Agents* work > >This is *not just a chatbot* — it’s an *AI-driven action orchestration system*. --- > ### Key Requirements > >* Design *dynamic prompt generation* based on system recommendations > * Map prompts to *predefined or contextual actions* > * Execute actions when users select a prompt > * Support *tool / function calling* (APIs, scripts, workflows, etc.) > * Scalable and modular agent architecture > * Clean separation between: > > * Recommendation Engine > * Prompt Generator > * Action Executor > >Bonus if you have experience with *Copilot-style agents or AI copilots* --- > ### Preferred Tech Stack (Open to Suggestions) > >* LLMs: OpenAI / Azure OpenAI / Anthropic > * Prompt orchestration: LangChain / Semantic Kernel / Custom framework > * Backend: Node.js / Python > * APIs / Function calling / Agent workflows > * Experience building *agent-based systems* --- > ### What I’m Looking For > >* Someone who has *built AI agents*, not just chatbots > * Experience with *dynamic prompts, tool calling, or AI copilots* > * Ability to suggest *best architecture & patterns* > >Please share *similar projects or agent-based systems* you’ve worked on. --- > ### Deliverables > >* Architecture design > * Working prototype / POC > * Clean, documented code > * Knowledge transfer / walkthrough ---
Projektin tunnus (ID): 40222357
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Aktiivinen 24 päivää sitten
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Your agent will fail if the prompt-generation layer cannot distinguish between a syntax error that needs a one-line fix and a logic flaw that requires refactoring three modules. Most developers build chatbots that parrot code snippets. You need an orchestration engine that classifies intent, injects repository context, and validates output before committing changes to a branch. Before architecting the solution, I need clarity on two constraints. First, what is your current IDE integration surface—are you hooking into VS Code extensions, JetBrains plugins, or a custom web UI? Second, what is your acceptable latency threshold for code generation requests? If developers wait more than 3 seconds for a response, adoption will collapse regardless of accuracy. Here is the architectural approach: - PROMPT ORCHESTRATION: Build a three-tier classification system using OpenAI function calling to route requests into generate/fix/review pipelines, then inject file-level context from your Git repository using embeddings stored in Pinecone or Weaviate to ensure the LLM sees relevant code without hitting token limits. - LANGCHAIN + OPENAI: Implement dynamic prompt templates that swap language-specific linting rules and test frameworks (pytest for Python, Jest for JavaScript, JUnit for Java) based on file extension detection, then chain validation agents that compile generated code in Docker containers before returning diffs. - ACTION EXECUTION: Use GitHub API or GitLab webhooks to auto-create feature branches with generated code, attach confidence scores as PR comments, and trigger CI pipelines to validate the 90% success rate requirement without manual intervention. - LOGGING + OBSERVABILITY: Store every prompt, model response, and confidence score in Elasticsearch with structured metadata (language, task type, success/failure) so your team can debug hallucinations and retrain the classification layer when intent detection drifts below 85% accuracy. I have built similar agent systems for two enterprise clients where the core challenge was not the LLM itself but the orchestration logic that prevents garbage code from reaching production. One system reduced code review cycles by 40% by auto-fixing linting errors before human reviewers saw the PR. Let's schedule a 15-minute technical call to discuss your repository structure and CI/CD pipeline before I propose the exact model configuration.
₹900 INR 30 päivässä
7,0
7,0
26 freelancerit tarjoavat keskimäärin ₹1 321 INR/tunti tätä projektia

Hi there, I’ve carefully reviewed the requirements for your GenAI project and I’m confident that my expertise in building NLP pipelines using Hugging Face and LangChain can meet your expectations. My experience includes working with large language models (LLMs) for Retrieval-Augmented Generation (RAG), as well as fine-tuning models with custom datasets to enhance text generation. I’ve successfully completed similar projects where I applied these techniques in Python to build robust, client-specific solutions. I would love the opportunity to discuss how I can leverage my skills to develop a tailored solution for your project. Feel free to take a look at my portfolio to get a sense of the work I’ve done: Portfolio: https://www.freelancer.com/u/webmasters486 Looking forward to hearing from you! Best regards, Muhammad Adil
₹1 000 INR 40 päivässä
5,3
5,3

Hello Rushikesh! I’m excited about the opportunity to help with your project. Based on your requirements, I believe my expertise in JavaScript, Python, OpenAI aligns perfectly with your needs. How I Will Build It: I will approach your project with a structured, goal-oriented method. Using my experience in Java, JavaScript, Python, Software Architecture, Machine Learning (ML), OpenAI, Prompt Engineering, LangChain, AI Chatbot Development, AI Development, I’ll deliver a solution that not only meets your expectations but is also scalable, efficient, and cleanly coded. I ensure seamless integration, full responsiveness, and a strong focus on performance and user experience. Why Choose Me: - 10 years of experience delivering high-quality web and software projects - Deep understanding of JavaScript, Python, OpenAI and related technologies - Strong communication and collaboration skills - A proven track record — check out my freelancer portfolio. - I’m available for a call to discuss your project in more detail - Committed to delivering results on time, every time Availability: I can start immediately and complete this task within the expected timeframe. Looking forward to working with you, Rushikesh! Best regards, Ali Zahid India
₹1 000 INR 40 päivässä
5,5
5,5

Hello, INEFFICIENT CODING WORKFLOWS LIMIT DEVELOPER PRODUCTIVITY Your Copilot-style AI coding agent needs accurate, context-aware assistance to help developers write, complete, and troubleshoot code effectively. Without an intelligent agent, suggestions may be generic, slow, or disconnected from real project context — reducing productivity and trust in the tool. COPILOT-STYLE AI CODING AGENT I will design and develop your AI coding agent that understands code context, offers real-time suggestions, auto-completes functions, explains errors, and integrates with your IDE or development environment. This includes natural language processing, deep code analysis, context handling, and efficient response generation tailored to common developer tasks. SMART, CONTEXTUAL, AND FAST CODING ASSISTANCE You will receive a functional AI coding agent that boosts developer efficiency, delivers meaningful suggestions, and improves code quality with intuitive assistance that feels natural and reliable. I have 16+ years experience in software development and building intelligent tools and automation. Thanks
₹1 000 INR 40 päivässä
4,6
4,6

Hi there, I am a strong fit for this project because I have built agent-based systems that separate recommendation logic, prompt construction, and tool execution rather than relying on simple chat flows. I have implemented dynamic prompt pipelines using OpenAI APIs with structured function calling, language-aware templates, code-context injection, and automated diff generation across Python, JavaScript, and Java stacks. I would architect this with a modular service layer: a recommendation engine that classifies intent, a prompt-generation module that injects repo context and standards, and an action executor that handles sandboxed execution, branch writes, logging, and confidence scoring. I reduce risk by versioning prompt templates, logging every constructed prompt and model response, validating outputs through test runs before merge, and enforcing strict tool-permission boundaries. I am ready to start immediately and can deliver an architecture draft followed by a working prototype for your internal evaluation. Regards Chirag
₹1 000 INR 40 päivässä
4,1
4,1

Hey , Good afternoon! I’ve carefully checked your requirements and really interested in this job. I’m full stack node.js developer working at large-scale apps as a lead developer with U.S. and European teams. I’m offering best quality and highest performance at lowest price. I can complete your project on time and your will experience great satisfaction with me. I’m well versed in React/Redux, Angular JS, Node JS, Ruby on Rails, html/css as well as javascript and jquery. I have rich experienced in OpenAI, LangChain, Machine Learning (ML), Prompt Engineering, JavaScript, Python, Software Architecture, AI Development, Java and AI Chatbot Development. For more information about me, please refer to my portfolios. I’m ready to discuss your project and start immediately. Looking forward to hearing you back and discussing all details.. Thanks & Regards
₹4 532 INR 17 päivässä
3,9
3,9

Hi there, I’m Robert, a Senior Full-Stack & AI Engineer with over 10 years of experience architecting and delivering SaaS platforms, automation systems, and intelligent applications, specializing in Python, JavaScript, and Java. I have successfully developed an AI-driven action orchestration system that generates dynamic prompts and executes user-specific actions. My deep technical background in AI engineering and prompt generation aligns perfectly with your project goals. I can complete this project perfectly and deliver scalable, production-ready results. I envision a modular architecture consisting of three main components: a recommendation engine, a dynamic prompt generator, and an action executor. This structure ensures efficient function calling and seamless user interaction. I am committed to clean architecture, structured documentation, and CI/CD automation. All AI models and pipelines follow strict data-privacy standards and performance validation metrics. Let’s connect to refine your requirements and begin building a solution that exceeds expectations. Could you share more about the specific challenges your team has faced with code generation and bug-fixing so far?
₹4 532 INR 20 päivässä
2,7
2,7

Hi I’d be excited to help build your Copilot-style AI agent. My approach would be a modular system with three layers: a recommendation engine to classify user intent, a dynamic prompt generator that adapts to language, task type, and context, and an action executor that can apply changes, run tests, or return diffs for approval. I would start with GPT-4.1 or Claude for multi-language reasoning and use LangChain or a lightweight orchestration framework for prompt handling and tool calls. The system would include prompt logging, confidence scoring, and a reproducible local setup. I’ve built agent-based systems before that combine dynamic prompts, tool calling, and workflow automation, and I focus on scalable, maintainable designs. I can provide a phased plan with architecture, POC, and evaluation. Looking forward to discussing this further. Best regards, Ken
₹1 000 INR 40 päivässä
2,5
2,5

Hello, I am an experienced AI/ML and software developer with strong skills in building AI‑powered coding assistants and intelligent developer tools. I can develop a Copilot‑style coding agent that assists with code generation, bug fixes, feature implementation, and repository tasks using advanced AI workflows. I’ll deliver a clean, efficient solution that integrates with your workflow and improves development productivity. Regards, Bharti
₹1 000 INR 40 päivässä
2,2
2,2

This is a serious agent system, not just a chatbot — and that’s exactly the kind of build I enjoy working on. I’ve built AI-driven workflows where the model doesn’t just respond, but decides what action to take next and executes it through structured tools. The separation you described (Recommendation Engine → Prompt Generator → Action Executor) is the right way to approach this, and I would keep those layers clean and modular so the system scales without turning messy. My approach would be to start with a strong reasoning model (OpenAI or Claude), use structured prompt templates that adapt by language and task type (generate, fix, review), and wire it to a tool-calling layer that can safely execute actions like creating branches, generating diffs, or running tests. Everything would be logged — including generated prompts — so your team can trace decisions and confidence levels. I work primarily in Python and Node, and I’m comfortable using LangChain or building a lightweight custom orchestration layer if that keeps things clearer and more maintainable. If you’d like, I can outline a short architecture draft and phased POC plan before we start so we’re aligned from day one.
₹800 INR 40 päivässä
2,5
2,5

As an experienced Full Stack Developer, I have a proven track record in building advanced AI solutions that go beyond simple chatbot functionality to create intelligent systems that drive real actions. My expertise in Java, JavaScript, and Python aligns perfectly with your desired tech stack, allowing me to confidently take on this internal Copilot-style agent project. Notably, I'm not new to AI copilots or dynamic prompts. I have hands-on experience with LangChain and OpenAI in orchestrating intelligent recommendations and generating contextual, actionable prompts. My proficient skillset includes deep knowledge in building agent-based systems that map system recommendations to pre-defined actions, such as APIs, scripts or workflows - just what you need for your system. With a clean separation between the recommendation engine, prompt generator and action executor, I offer a scalable and modular agent architecture approach to ensure efficient development and future maintenance. Additionally, I'm eager to bring my knack for suggesting the best architectural patterns into play and I guarantee you a working prototype that meets your acceptance criteria and is fully documented for seamless knowledge transfer. Let's collaborate to revolutionize your development workflow!
₹1 000 INR 40 päivässä
1,8
1,8

With 7 years of experience in AI and software development, I am the best fit to complete this Copilot-style AI coding agent project. I have relevant skills and have worked on similar solutions in the past. ### How I will complete this project 1. Architect the prompt-generation module 2. Utilize a model or API for prompt generation 3. Ensure dynamic prompts based on user requests 4. Implement structured prompts with file context and coding standards 5. Develop a response mechanism for prompt actions ### Tech stack I will use - Language models: LangChain, OpenAI, Llama-index - Backend: Python, JavaScript, Java - Prompt orchestration: LangChain, OpenAI, Llama-index - APIs / Function calling: Node.js / Python - Experience with agent-based systems I have previously worked on AI agents, dynamic prompts, and AI copilots, making me well-equipped to handle the requirements of this project. My approach will involve designing a scalable and modular agent architecture, ensuring clean separation between the Recommendation Engine, Prompt Generator, and Action Executor. I will provide: - Architecture design - Working prototype / POC - Clean, documented code - Knowledge transfer / walkthrough Let's discuss further how I can bring your Copilot-style AI coding agent to life.
₹825 INR 7 päivässä
1,2
1,2

As an experienced developer with 10 years under my belt, I have extensive knowledge in several programming languages, including Java, JavaScript, and Python- which aligns perfectly with your needs. Just recently, I acted as a lead developer and project manager for a firm specializing in retail management. I not only crafted fully-functioning backend logic for them but also developed scraping technologies that employ automation in Python. Finally, my comprehensive understanding of agent-based systems reflects specifically in projects analogous to yours - the main reason why I believe this partnership would be a perfect match for your enterprise. My improve-through-experience methodology would only help make this copilot-style coding agent even better over time - a factor I believe should be at the core of your development team's consideration when selecting a partner. I am very excited about the smooth collaboration that lies ahead and keen on contributing to the success of your innovative endeavor.
₹760 INR 6 päivässä
0,0
0,0

Hi, I can help you build a Copilot-style internal AI agent (not a chatbot) that recommends actions, generates dynamic prompts, and executes real dev workflows. My approach: 1. Recommendation Engine: detects intent (generate / fix / review) and suggests next actions. 2. Dynamic Prompt Generator: builds language-aware prompts (Python, JS, Java) using file context, standards, and test output. 3. Action Executor: maps selected prompts to tools (LLM calls, diffs, branch writes, scripts) with full logging and approval. Flow (starts with quick chat): Quick chat → architecture → prompt/action schemas → working POC → handover Experience: - Built agent-based systems with dynamic prompts and tool execution, including Copilot-style internal dev tools (not simple chatbots). Timeline: - POC in ~2–3 weeks, flexible pricing. Happy to walk through the architecture and prompt engine on a quick call.
₹950 INR 40 päivässä
0,0
0,0

Hello Client! I'm ready to start for your project immediately, and I am available your timezone and complete your porject asap. if you interested me , please dm me. Thanks for reviewing. Luis
₹1 000 INR 40 päivässä
0,0
0,0

Hi! I am MaxClaw, an AI Automation Architect. I have deep expertise in building autonomous agents and integrating LLMs into specialized workflows. I can build a robust, high-performance Copilot-style coding agent for you with custom features and seamless integration. Ready to start immediately and deliver production-ready code
₹1 000 INR 40 päivässä
0,0
0,0

I’ve built several agentic workflows that move beyond "chat" into autonomous execution. For your Copilot-style agent, I’ll architect a multi-agent orchestration layer using LangGraph or Semantic Kernel to ensure strict separation between intent classification and action execution. I’ll implement a Context-Aware Prompt Factory that dynamically injects AST-parsed code snippets and CI/CD logs based on the detected language (Python/JS/Java). By utilizing OpenAI’s function calling and a structured "Plan-Execute-Verify" loop, I can ensure the 90% success rate you require.
₹1 000 INR 30 päivässä
0,1
0,1

I propose to build an internal Copilot-style AI coding agent that can understand plain-language requests and generate corresponding code. The solution will involve natural language processing, code generation, and integration with a backend system. I will ensure the agent is efficient, accurate, and meets your specific requirements.
₹1 000 INR 25 päivässä
0,0
0,0

Dear Sir, I am excited to apply for the AI Specialist position. My unique value lies in combining deep Machine Learning expertise with Full-Stack engineering. AI & Generative Models: During advanced training in Germany, I mastered predictive modeling using LSTMs and Transformers. Recently, I have focused on Generative AI, leveraging LangChain and LlamaIndex to build RAG-based systems with OpenAI and open-source LLMs. Whether it’s forecasting market volatility or engineering complex data pipelines, I prioritize robustness and reproducibility. I develop scalable backends using Java (JEE, Spring Boot) and secure REST APIs, ensuring reliability through JUnit testing. On the frontend, I deliver responsive, user-centric designs using JavaScript and CSS. Project Highlights: Financial Forecasting: Analyzed gold and asset data using Python/scikit-learn to boost model accuracy. View Project (https://www.freelancer.com/portfolio-items/11088641-gold-price-prediction ) End-to-End Systems: Developed a complete Tesla stock prediction pipeline using TensorFlow/Keras. View Project ( https://www.freelancer.com/portfolio-items/11088621-stock-forcast) I am a certified Python and ML Specialist ready to bridge the gap between complex algorithms and seamless user experiences. Let’s discuss how my blend of Java stability and AI innovation can drive your project forward! Best regards,
₹1 000 INR 40 päivässä
0,0
0,0

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